{"id":"W1995120127","doi":"10.1118/1.4740110","title":"Poster - Thur Eve - 03: LDR to HDR: RADPOS applications in brachytherapy","year":2012,"lang":"en","type":"article","venue":"Medical Physics","topic":"Calibration and Measurement Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Ottawa Hospital","funders":"","keywords":"Brachytherapy; Medical physics; Medical imaging; Nuclear medicine; Medicine; Radiation therapy; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001542509,0.00008532058,0.0001006413,0.00003036955,0.00001699377,0.00001069556,0.0001028436,0.00006398767,0.0001555481],"category_scores_gemma":[0.00001523785,0.00007785296,0.0000311285,0.0001789269,0.00001464922,0.0001261701,0.00001615276,0.0001440458,0.0001301217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004653362,"about_ca_system_score_gemma":0.00001471832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004150831,"about_ca_topic_score_gemma":0.000006024248,"domain_scores_codex":[0.9992951,0.00001238286,0.0001370046,0.00007615823,0.0002702578,0.0002091677],"domain_scores_gemma":[0.9995962,0.000024308,0.000008953266,0.0001547227,0.0000128305,0.0002030039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005030157,0.002214502,0.1745124,0.0003675852,0.0001714021,0.000007703617,0.01176017,0.0001388414,0.06090033,0.03893171,0.2756342,0.4353108],"study_design_scores_gemma":[0.001490006,0.00008741797,0.07193309,0.0001846405,0.00002943759,0.000007056045,0.00006270791,0.001785215,0.2242219,0.006084652,0.692995,0.001118886],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2627052,0.0009715395,0.6616662,0.004518533,0.0008123259,0.002385246,0.00002257906,0.002795986,0.0641224],"genre_scores_gemma":[0.9976517,0.00002223312,0.0001144055,0.00155187,0.0004181627,0.0001456631,0.00001792607,0.00002138724,0.00005668322],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7349465,"threshold_uncertainty_score":0.3174752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02060033106254575,"score_gpt":0.2681297378083637,"score_spread":0.2475294067458179,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}